Query papers and recommendations from Paperzilla
paperzillaskillsetup L2★27,559
K-Dense-AI/scientific-agent-skills ↗What it does
Extract and organize key findings from academic papers
Best for
Rapidly synthesizing findings from 5+ papers when manual reading is time-prohibitive.
Inputs
- · Full-text paper (PDF or markdown)
- · Target fields (methods, results, limitations)
Outputs
- · Structured extraction (methods, key figures, conclusions)
- · Citation graph
- · Data availability statements
Requires
- · PDF parser
- · NLP/LLM for semantic extraction
- · Citation linker
Preconditions
Full-text paper in accessible format, domain knowledge for validation
Failure modes
OCR errors on scanned PDFs, incorrect method extraction, missed supplementary data, hallucinated citations
Trust signals
- · Structural parsing (methods/results/limitations)
- · Citation extraction
- · Data availability detection